This work presents a cube-based approach forincremental data mining that operates on the data,rather than on the data mining algorithms. The ideawas to build a compressed replica of the full-blowndatabase by representing the database by means ofmulti-dimensional cubes, and then applying theoriginal data mining algorithms on the cube-baseddata. This way, the storage requirement toaccommodate the database is not affected by the newdata. Yet, the fact that we used the original datamining algorithms on the cube-based data makes ourincremental data mining approach very general as itcan be applied to all types of data mining models.
This work presents a cube-based approach forincremental data mining that operates on the data,rather than on the data mining algorithms. The ideawas to build a compressed replica of the full-blowndatabase by representing the database by means ofmulti-dimensional cubes, and then applying theoriginal data mining algorithms on the cube-baseddata. This way, the storage requirement toaccommodate the database is not affected by the newdata. Yet, the fact that we used the original datamining algorithms on the cube-based data makes ourincremental data mining approach very general as itcan be applied to all types of data mining models.
This book is a comprehensive, hands-on guide to the basics of data mining and machine learning with a special emphasis on supervised and unsupervised learning methods. The book lays stress on the new...
Support Vector Machines for Classification Problems.- Method of Maximum Margin.-Dual Problem.-Soft Margin.- C- Support Vector Classification.-C- Support Vector Classification with Nominal Attributes...
This book is about inductive databases and constraint-based data mining, emerging research topics lying at the intersection of data mining and database research. The aim of the book as to provide an...
Comprehensive resource discussing operating principles, available architectures, and design of micropower incremental analog-to-digital converters (IADCs) Incremental Data Converters for Sensor...
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